{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Card Abstraction Exploratory Notebook\n",
    "This notebook is an initial exploration of how one could perform card abstraction. I was reading over the \"Potential-Aware Imperfect-Recall Abstraction with Earth Mover's Distance in Imperfect-Information Games\", where they used a custom Earth Mover's Distance metric to perform K-Means Clustering. \n",
    "\n",
    "They talked about how computing EMD was extremely slow. I found a variant of it which attempts to fix this by making the problem convex and using the Sinkhorn Divergence. In the end, I found this to still be too slow for my application, and proceeded with standard K-Means clustering using Euclidean Distance. The actual clusters are visualized in a separate notebook `abstraction_visualization.ipynb`. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 1: Exploration with EMD for K-Means Clustering\n",
    "Below, I try to under how the Earth Mover's Distance (EMD) is actually calculated thanks to the Python Optimal Transport Library. They generate the transport matrix, but you need to multiply that transport matrix by the actual cost matrix, so your final cost matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import ot\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The distance to move each bin of the histogram independent of what the actual values are. \n",
    "# Think about it this way: it's how much you need to walk to move something, not how much weight you are actually carrying.\n",
    "n = 5  # number of bins\n",
    "pos_a = np.array([[i] for i in range(n)])\n",
    "pos_b = np.array([[i] for i in range(n)])\n",
    "\n",
    "C = ot.dist(pos_a, pos_b, metric='euclidean')\n",
    "def plot_cost(C):\n",
    "\tplt.figure(figsize=(12,7))\n",
    "\tax = plt.subplot(131)\n",
    "\tim = plt.imshow(C, cmap='coolwarm')\n",
    "\tplt.title('Cost Matrix')\n",
    "\tcbar = plt.colorbar(im, ax=ax, shrink=0.5, use_gridspec=True)\n",
    "\tcbar.ax.set_ylabel(\"cost\", rotation=-90, va=\"bottom\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+vr5oaGhAVlYW8vPzcebMGQBAfHw8RowYYXhf+v7772PKlCnw9/fHvXv3sHnzZty6dQuLFy8WeygrY/IkIgVbLgxSW1uL+Ph4VFdXw83NDUFBQThz5gxmzpwJAKisrDRaRu/u3btYsmQJdDodnn76aYSEhOD8+fMdfmDqLkyeRKQkSU+KSH0z7du3r9M/z8/PN/qdlpaGtLQ082PpJkyeRKQgSYLd9h4w46e7MXkSkQLX8zTNoifeuXMnRo8eDScnJ7z88su4ePGiteMiIjuydIZRfyKcPD/++GMkJycjNTUVly5dQnBwMKKiolBbW2uL+IjIDrp7qFJvJPzEW7duxZIlS7Bw4UIEBgZi9+7dcHZ2xv79+20RHxHZgeQg2vq0d8TdT+iRW1paUFpaisjIyG8u4OCAyMhIFBUVtXtOc3OzYrEAIurZ2G03TSh53rlzB62trfD09DQ67unpCZ1O1+45Go3GaKEA7pxJ1As4OIiXfsbmT5ySkoK6ujpDqaqqsvUtiaiLvrtyuzmlvxEaqjRs2DA4OjqipqbG6HhNTU2HC5WqVKoOV1Yhop6JQ5VME3rigQMHIiQkBHl5eYZjer0eeXl5nS5kSkTU1wgPkk9OTkZCQgJefPFFTJ48Gdu2bUNTUxMWLlxoi/iIyA64e6Zpwslz7ty5uH37NtauXQudToeJEyfi9OnTio9IRNSLSYIfgfrhWCWLpmcmJSUhKSnJ2rEQUU8hOvyILU8iIkCSHCAJtCZF6vYVTJ5EpOQgibUm2fIkIuJQJXMweRKRAr+2m8bkSURKkiT2BZ0zjIiI2PI0B5MnESmJLvbBd55ERBBe7IMLgxARAZxhZIb+98REZJItF0NOT09HUFAQ1Go11Go1QkNDcerUqU7POXz4MMaOHQsnJyc8//zz+Oyzz7r6iF3G5ElESk/24RArZho5ciQ2bdqE0tJSlJSUYPr06YiNjUV5eXm79c+fP4958+Zh0aJFuHz5MuLi4hAXF4crV65Y62ktwuRJREptM4xEiplmz56NV199FWPGjMH3vvc9bNy4ES4uLrhw4UK79bdv344f/vCHWLVqFcaNG4cNGzZg0qRJ2LFjh7We1iJMnkSk0Da3XaQAUOxX1tzc3Ol9WltbkZ2djaampg7XBC4qKjLaNw0AoqKiOtw3rbsweRKRkoUtTx8fH6M9yzQaTbuXLysrg4uLC1QqFZYtW4acnBwEBga2W1en0wntm9Zd+LWdiBQsndteVVUFtVptON7RFjwBAQHQarWoq6vDkSNHkJCQgIKCgg4TaE9kt+QZGx8GJ2e16Yo9wNF9f7R3COZb9AN7RyAkLvJ1e4cgJGKnvSMwT/2DZuCtrZZfQJLEplz+o27bF3RTBg4cCH9/fwBASEgIiouLsX37dmRkZCjqenl5Ce2b1l3YbSciu9Pr9R2+Hw0NDTXaNw0AcnNz7b5vGrvtRKTkIAlOzzS/lZqSkoLo6Gj4+vqioaEBWVlZyM/Px5kzZwAA8fHxGDFihOF96YoVKxAeHo4tW7YgJiYG2dnZKCkpwZ49e4QeydqYPIlIycJuuzlqa2sRHx+P6upquLm5ISgoCGfOnMHMmTMBAJWVlXD4VuIOCwtDVlYW3nvvPaxZswZjxozBsWPHMGHCBPPjswEmTyJSsOViyPv27ev0z/Pz8xXH5syZgzlz5ph9j+7A5ElESoKzhvrj3HYmTyJSkgT3MOKqSkRE3D3THEyeRKTE3TNNYvIkIiW+8zSJyZOIlGw4VKmvYPIkIiXuYWQSkycRKbHbbhKTJxEp8YORSUyeRKQkSYItTyZPIiJ+MDIDkycRKfGDkUlMnkSkxJanScL/XBQWFmL27NkYPnw4JEnCsWPHbBAWEdmVDbce7iuEn7ipqQnBwcHYubOX7EdAROIkh2+67uaUfpg8hbvt0dHRiI6OtkUsRNRTsNtuks3feTY3NxvtTVJfX2/rWxIR2ZzN29oajcZoH2cfHx9b35KIuorvPE2y+ROnpKSgrq7OUKqqqmx9SyLqqrZuu0jpZ2zebVepVB1ufE9EPRTHeZrEcZ5EpCBLEmSB1qRI3b5COHk2Njbi+vXrht8VFRXQarUYOnQofH19rRocEdkJ57abJJw8S0pKMG3aNMPv5ORkAEBCQgIyMzOtFhgR2RGXpDNJ+IkjIiIgy7KiMHES9R1t3XaRYi6NRoOXXnoJrq6u8PDwQFxcHK5du9bpOZmZmZAkyag4OTl19TG7pP/9c0FEptlwqFJBQQESExNx4cIF5Obm4tGjR5g1axaampo6PU+tVqO6utpQbt261dWn7BJ+MCIiJRvOMDp9+rTR78zMTHh4eKC0tBSvvPJKJ7eQ4OXlZX5MNsaWJxEpicxr/9awpvr6eqPy7dmFHamrqwMADB06tNN6jY2NGDVqFHx8fBAbG4vy8vKuP2cXMHkSkYKl7zx9fHyMZhRqNJpO76PX67Fy5UpMnToVEyZM6LBeQEAA9u/fj+PHj+PQoUPQ6/UICwvDl19+adXnFsFuOxEpWfi1vaqqCmq12nDY1ASZxMREXLlyBefOneu0XmhoKEJDQw2/w8LCMG7cOGRkZGDDhg3mx2lFTJ5EpCBLDpAFkmdbXbVabZQ8O5OUlIQTJ06gsLAQI0eOFIpvwIABeOGFF4zGnHc3dtuJSMmGc9tlWUZSUhJycnJw9uxZ+Pn5CYfX2tqKsrIyeHt7C59rLWx5EpGCDMGWp0A7LDExEVlZWTh+/DhcXV2h0+kAAG5ubhg0aBAAID4+HiNGjDC8M33//fcxZcoU+Pv74969e9i8eTNu3bqFxYsXCzyVdTF5EpGSDYcqpaenA3gy4ebbDhw4gAULFgAAKisr4fCtxUbu3r2LJUuWQKfT4emnn0ZISAjOnz+PwMBA82O0MiZPIlKy4dx2WZZN1snPzzf6nZaWhrS0NPPj6QZMnkSkwFWVTGPyJCIlLgxiUv97YiIiK2DLk4gUZEiQIdBtF6jbVzB5EpGCpYPk+xO7Jc+YwAq4urra6/ZiFv3A3hGY7ei+P9o7BDG96O8WAOIiX7d3CGZpaGgAsNXyC/Cdp0lseRKRAr+2m8bkSUQK7LabxuRJREo2nGHUVzB5EpGSYMuT7zyJiMChSuZg8iQiBb7zNI3Jk4iUJAi+87RZJD0WkycRKchwEFqjU6RuX8HkSUQK/WGcZ3NzM/72t7/hwYMHGDduHFxcXITO73//XBCRSW3vPEVKb/L+++9j6NChCA4OxpQpU+Du7o533nnHrLVG27DlSUQKfflru0ajwW9+8xv89re/xYwZMwAAZ8+exapVq/DMM89g9erVZl2HyZOIFPry1/YPP/wQaWlp+MUvfmE4tnDhQgwYMADr169n8iQiy/Xld55ff/01pk6dqjg+depUVFVVmX2d3vPPBRF1m7Zuu0jpLby9vXH79m3F8erqanh5eZl9HSZPIlLoyx+Mli1bhvLycsXxq1evYunSpWZfh912IlLoyx+M3nnnHTx48AB79+7FF198AQAYO3Ys5s+fD2dnZ7Ov03v+uSAisoLy8nL4+/vj3XffhVarhVarRUpKCsaMGYOysjKzryOUPDUaDV566SW4urrCw8MDcXFxuHbtmnDwRNSzyRDstgukEkvzyOHDhzF27Fg4OTnh+eefx2effWbRs61YscLwcSgvLw95eXn48ssvMXXqVKxcudLs6wglz4KCAiQmJuLChQvIzc3Fo0ePMGvWLDQ1NYnGT0Q9mC0/GFmSR86fP4958+Zh0aJFuHz5MuLi4hAXF4crV64IP1tRURFSU1MxaNAgwzEnJyesX78eRUVFZl9H6J3n6dOnjX5nZmbCw8MDpaWleOWVV0QuRUQ92JOhSiLjPM1Pnpbkke3bt+OHP/whVq1aBQDYsGEDcnNzsWPHDuzevdvsewOAs7MzamtrMX78eKPjNTU13ffOs66uDgAwdOjQDus0Nzejvr7eqBBRz2Zpy/O7/603NzebvJc5eaSoqAiRkZFGx6KiooRaim1++tOfYsmSJfjss88McZ46dQqLFi3CT37yE7OvY3Hy1Ov1WLlyJaZOnYoJEyZ0WE+j0cDNzc1QfHx8LL0lEXWTtkHyIgUAfHx8jP5712g0nd7H3Dyi0+ng6elpdMzT0xM6nU742bZs2YLw8HDExsZiyJAhGDJkCGbPno3w8HBs3Wr+jqMWD1VKTEzElStXcO7cuU7rpaSkIDk52fC7vr6eCZSoh5NlCbIsMFTpH3WrqqqgVqsNx1UqVafnmZtHrMnZ2Rn79u3Dpk2bDB+qAgIC4O7uLnQdi5JnUlISTpw4gcLCQowcObLTuiqVyuRfIBH1NGJf0Ns6sWq12ih5dkYkj3h5eaGmpsboWE1NjdCMoDa1tbW4f/8+Ro8ebUiYd+/eRWtrKxwdHc2+jlC3XZZlJCUlIScnB2fPnoWfn59Y1ETUK9jya7sleSQ0NBR5eXlGx3JzcxEaGir8bMuWLcOePXsMv19//XUMGzYMw4YNQ35+vtnXEUqeiYmJOHToELKysuDq6gqdTgedTocHDx6IXIaIejhbJk9z8kh8fDxSUlIMv1esWIHTp09jy5YtuHr1KtatW4eSkhIkJSUJP9vFixfx2muvAQD+/Oc/43e/+x3y8/OxdOlSvPPOO2ZfRyh5pqeno66uDhEREfD29jaUjz/+WCx6IurRbJk8zckjlZWVqK6uNvwOCwtDVlYW9uzZg+DgYBw5cgTHjh3r9CNTR/7v//4Pw4cPB/Bk2NTMmTPxgx/8oMM57x0ReucpssoyEfVetpzbbk4eaa/7PGfOHMyZM8fs+3TE29sbV69eha+vLz755BPMnTsXwJNhlQMGDDD7OlwYhIgULP3a3hssWLAA8+fPx5gxY3DlyhUcPXoUwJPuvEhLlsmTiBT68qpKa9euhZeXF/76179i27Zthi/206ZNQ0REhNnXYfIkIoW+nDwB4F//9V8Vx9zd3ZGdnY2EhASzrsHkSUQKfTl5trS04OjRo7h58yZaWloMxxsbG7FlyxbcvHkTAJCamtrpdZg8iUhBhuA7z16UPP/lX/4Fp0+fhp+fn9Gg+MePH0OSJBw/fhyyLDN5EpE4PSToBRKiSF17+8Mf/oA//vGPCA4ONjp++/ZteHp64tKlS2Zdh8mTiBT6cre9rq6u3emgsixDElhaj8mTiBT68lClAwcOwNXVVXHczc0NBw4cMPs6TJ5E1K/Ex8e3e1ylUnX4Z+1h8iQiBRmCs4ZsF0qPxeRJRAp9udtuLUyeRKTQlz8YWQuTJxEpsOVpGpMnESnIAPSC9fsbuyVP9/xDUA/qHdtzxEW+bu8QzLfoB/aOQMjRfX+0dwhiesnf78P7Xdulli1P09jyJCIFvvM0jcmTiBTY8jSNyZOIFNjyNI3Jk4gU9PKTIlK/v2HyJCIFtjxNY/IkIgW+8zSNyZOIFGT5SRGp398I7dtORP1D22LIIkVEYWEhZs+ejeHDh0OSJBw7dqzT+vn5+ZAkSVF0Ol0XnrJrmDyJSKGt2y5SRDQ1NSE4OBg7d+4UOu/atWuorq42FA8PD6HzrYnddiJSsHW3PTo6GtHR0WInAfDw8MCQIUOEz7MFtjyJSKHta7tIAYD6+nqj0tzcbNW4Jk6cCG9vb8ycORN/+tOfrHptUUyeRKTQNs5TpACAj48P3NzcDEWj0VglHm9vb+zevRtHjx7F0aNH4ePjg4iICLM3a7MFdtuJSEn0PeY/6lZVVUGtVhsOq1TWWfwnICAAAQEBht9hYWG4ceMG0tLS8F//9V9WuYcoJk8ishq1Wm2UPG1p8uTJOHfuXLfcqz1MnkSk0BvGeWq1Wnh7e3f/jf+ByZOIFETHboqO82xsbMT169cNvysqKqDVajF06FD4+voiJSUFX331Ff7zP/8TALBt2zb4+flh/PjxePjwIfbu3YuzZ8/i97//vdB9rYnJk4gUbN3yLCkpwbRp0wy/k5OTAQAJCQnIzMxEdXU1KisrDX/e0tKCt99+G1999RWcnZ0RFBSEP/zhD0bX6G5MnkSkYOu57REREZA7ybiZmZlGv1evXo3Vq1cL3cPWhIYqpaenIygoyPBSODQ0FKdOnbJVbERkJ5YOVepPhJLnyJEjsWnTJpSWlqKkpATTp09HbGwsysvLbRUfEdlBW7ddpPQ3Qt322bNnG/3euHEj0tPTceHCBYwfP96qgRGR/XA9T9MsfufZ2tqKw4cPo6mpCaGhoR3Wa25uNpqiVV/ftV39iMj29BBcSd5mkfRcwtMzy8rK4OLiApVKhWXLliEnJweBgYEd1tdoNEbTtXx8fLoUMBHZHrvtpgknz4CAAGi1Wnz++edYvnw5EhIS8Ne//rXD+ikpKairqzOUqqqqLgVMRLbH5GmacLd94MCB8Pf3BwCEhISguLgY27dvR0ZGRrv1VSqV1ea3ElH30MsS9ALDj0Tq9hVdHuep1+utvuwUEdlXb5ieaW9CyTMlJQXR0dHw9fVFQ0MDsrKykJ+fjzNnztgqPiKyAyZP04SSZ21tLeLj41FdXQ03NzcEBQXhzJkzmDlzpq3iIyI7kAUHvjN5mrBv3z5bxUFEPQi3HjaNc9uJSIHddtOYPIlIQXS+en+c287kSUQKbHmaxuRJRApMnqZx90wiIguw5UlECnznaRqTJxEpsNtuGpMnESno9U+KSP3+hsmTiBTY8jSNyZOIFJg8TWPyJCIFriRvGpMnESnIstzp1sDt1e9vOM6TiBRsvZJ8YWEhZs+ejeHDh0OSJBw7dszkOfn5+Zg0aRJUKhX8/f0Ve7t3NyZPIlKQ9d98cTenyIL99qamJgQHB2Pnzp1m1a+oqEBMTAymTZsGrVaLlStXYvHixXZdS9hu3fZzbx+Hs+Ror9sLiTDv/789Qlzk6/YOQcyiH9g7AiFH9/3R3iGY5fGjpi6db+sPRtHR0YiOjja7/u7du+Hn54ctW7YAAMaNG4dz584hLS0NUVFRYje3ErY8iUihbYaRSAGebC3+7WKtLXqKiooQGRlpdCwqKgpFRUVWub4lmDyJSMHSd54+Pj5GW41rNBqrxKPT6eDp6Wl0zNPTE/X19Xjw4IFV7iGKX9uJSEHWy5AFxiq11a2qqoJarTYc78s75zJ5EpGCpQuDqNVqo+RpLV5eXqipqTE6VlNTA7VajUGDBln9fuZgt52IFGw9VElUaGgo8vLyjI7l5uYiNDTUtjfuBJMnESno9bJwEdHY2AitVgutVgvgyVAkrVaLyspKAE+2OY+PjzfUX7ZsGf7+979j9erVuHr1Knbt2oX//u//xltvvWW1ZxbFbjsRKdh6qFJJSQmmTZtm+J2cnAwASEhIQGZmJqqrqw2JFAD8/Pxw8uRJvPXWW9i+fTtGjhyJvXv32m2YEsDkSUTtsHXyjIiI6HRKZ3uzhyIiInD58mWxG9kQkycRKehlGXqBjChSt6/gO08iIguw5UlECrLgfHXRue19AZMnESnIEFySDv2v287kSUQKsuAeRmx5EhGBiyGbg8mTiBS4b7tpTJ5EpGDpwiD9CZMnESlw90zTujTOc9OmTZAkCStXrrRSOETUE9h6bntfYHHLs7i4GBkZGQgKCrJmPETUA/CDkWkWtTwbGxsxf/58fPjhh3j66aetHRMR2VnbIHmR0t9YlDwTExMRExOj2FOkPc3NzYp9TYioZ2ub2y5S+hvhbnt2djYuXbqE4uJis+prNBqsX79eODAish92200TanlWVVVhxYoV+Oijj+Dk5GTWOSkpKairqzOUqqoqiwIlou7DD0amCbU8S0tLUVtbi0mTJhmOtba2orCwEDt27EBzczMcHY33YlepVH16EyiivohDlUwTSp4zZsxAWVmZ0bGFCxdi7NixeOeddxSJk4h6J1kWHCTfD7OnUPJ0dXXFhAkTjI4NHjwYzzzzjOI4EfVesuBHICZPIiJweqY5upw88/PzrRAGEfUkTJ6mseVJRApcVck07mFERGQBtjyJSIHddtPY8iQihbYZRiJF1M6dOzF69Gg4OTnh5ZdfxsWLFzusm5mZCUmSjIq5E3VshcmTiBT0etFZRmLX//jjj5GcnIzU1FRcunQJwcHBiIqKQm1tbYfnqNVqVFdXG8qtW7e6+JRdw+RJRAq2bnlu3boVS5YswcKFCxEYGIjdu3fD2dkZ+/fv7/AcSZLg5eVlKJ6enl19zC5h8iQihbZ3niIFgGIFtebmZsW1W1paUFpaarQqm4ODAyIjI1FUVNRhTI2NjRg1ahR8fHwQGxuL8vJy6z+4ACZPIlKwNHn6+PjAzc3NUDQajeLad+7cQWtrq6Ll6OnpCZ1O1248AQEB2L9/P44fP45Dhw5Br9cjLCwMX375pfUf3kz82k5ECnqITc/U40ndqqoqqNVqw3FrLQoUGhqK0NBQw++wsDCMGzcOGRkZ2LBhg1XuIYrJk4gULB2qpFarjZJne4YNGwZHR0fU1NQYHa+pqYGXl5dZ9xswYABeeOEFXL9+3ewYrY3ddiJSsOUHo4EDByIkJAR5eXmGY3q9Hnl5eUaty860trairKwM3t7ews9mLWx5EpGCLLjAsegg+eTkZCQkJODFF1/E5MmTsW3bNjQ1NWHhwoUAgPj4eIwYMcLwzvT999/HlClT4O/vj3v37mHz5s24desWFi9eLHRfa2LyJCIFW88wmjt3Lm7fvo21a9dCp9Nh4sSJOH36tOEjUmVlJRwcvukY3717F0uWLIFOp8PTTz+NkJAQnD9/HoGBgUL3tSYmTyJS6I49jJKSkpCUlNTun313tba0tDSkpaUJ38OWuj15tv0l3+9Fe5XWP1COVeupGhoa7B2CkIf3e9duqo8fNdk7BLO0Pr4PwPJFimW9HrLAtCGRun1FtyfPtv+4F8oVQG9ZS+CtrfaOQEBvipVsraGhAW5ubsLniW7qxg3gusHw4cNRVVUFV1dXSJJklWvW19fDx8dHMcasp2K8tsV4n7Q4GxoaMHz4cIvP59bDnev25Ong4ICRI0fa5NrmjDHrSRivbfX3eC1pcbbhknSm8YMRESkweZrG5ElECnrooRf4qKsHPxj1SiqVCqmpqVabR2trjNe2GG/XyXqx1mQvGjxjNZLcH9/0ElG76uvr4ebmhpgllzBgoIvZ5z1qacTJDyehrq6uV71n7oo+0fIkIuviO0/TmDyJSIFDlUxj8iQiBb1eD73ArCGRun0FkycRKbDbblqfWM9TZAtTeyosLMTs2bMxfPhwSJKEY8eO2TukTmk0Grz00ktwdXWFh4cH4uLicO3aNXuH1a709HQEBQUZBpqHhobi1KlT9g7LbJs2bYIkSVi5cqW9QwEAyLJeuPQ3vT55WrKFqb00NTUhODgYO3futHcoZikoKEBiYiIuXLiA3NxcPHr0CLNmzUJTU89bHGPkyJHYtGkTSktLUVJSgunTp/eITcLMUVxcjIyMDAQFBdk7FANL9zDqT3r9UKWXX34ZL730Enbs2AHgybsXHx8fvPnmm3j33XftHF3HJElCTk4O4uLi7B2K2W7fvg0PDw8UFBTglVdesXc4Jg0dOhSbN2/GokWL7B1KhxobGzFp0iTs2rULH3zwASZOnIht27bZLZ62oUqR8/6EpwSGKj1uacQffje1Xw1V6tUtT0u3MCXL1NXVAXiSlHqy1tZWZGdno6mpyextHewlMTERMTExRv8b7gn0sl649De9+oNRZ1uYXr161U5R9U16vR4rV67E1KlTMWHCBHuH066ysjKEhobi4cOHcHFxQU5Ojl1XGjclOzsbly5dQnFxsb1DUeAHI9N6dfKk7pOYmIgrV67g3Llz9g6lQwEBAdBqtairq8ORI0eQkJCAgoKCHplAq6qqsGLFCuTm5sLJycne4SjIsuBiyGx59i7W2MKUTEtKSsKJEydQWFhos+UErWHgwIHw9/cHAISEhKC4uBjbt29HRkaGnSNTKi0tRW1tLSZNmmQ41traisLCQuzYsQPNzc1wdHS0W3xseZrWq995WmMLU+qYLMtISkpCTk4Ozp49Cz8/P3uHJESv16O5uWduoTJjxgyUlZVBq9Uayosvvoj58+dDq9XaNXECHKpkjl7d8gRMb2HakzQ2NuL69euG3xUVFdBqtRg6dCh8fX3tGFn7EhMTkZWVhePHj8PV1RU6nQ7Ak0V2Bw0aZOfojKWkpCA6Ohq+vr5oaGhAVlYW8vPzcebMGXuH1i5XV1fFu+PBgwfjmWee6RHvlPV6sa01+uEEo96fPE1tYdqTlJSUYNq0aYbfycnJAICEhARkZmbaKaqOpaenAwAiIiKMjh84cAALFizo/oA6UVtbi/j4eFRXV8PNzQ1BQUE4c+YMZs6cae/QeiVuAGdarx/nSUTW0zbOM+xHv8dTAwabfd7jR004f2KW0DjPnTt3YvPmzdDpdAgODsZvf/tbTJ48ucP6hw8fxr//+7/j5s2bGDNmDP7jP/4Dr776qtkxWluvfudJRLZh63eeojMDz58/j3nz5mHRokW4fPky4uLiEBcXhytXrljjcS3ClicRGbS1PKdEnxJueV44FW12y1N0ZuDcuXPR1NSEEydOGI5NmTIFEydOxO7du82O05rY8iQihbZ3niLFXJbMDCwqKlLMwoqKirLrTMJe/8GIiKyv9bHY4i9t9evr642Oq1Qqxd5MlswM1Ol07dZvGwFiD0yeRGQwcOBAeHl5oSTvZ8Lnuri4wMfHx+hYamoq1q1bZ6XoehYmTyIycHJyQkVFBVpaWoTPlWUZkiQZHWtvR1BLZgZ6eXn1uJmETJ5EZMTJycmm8+2/PTOwbUnGtpmBSUlJ7Z4TGhqKvLw8o8Wic3Nz7TqTkMmTiLqdqZmB8fHxGDFiBDQaDQBgxYoVCA8Px5YtWxATE4Ps7GyUlJRgz549dnsGJk8i6namZgZWVlbCweGbwUBhYWHIysrCe++9hzVr1mDMmDE4duyYXaeycpwnEZEFOM6TiMgCTJ5ERBZg8iQisgCTJxGRBZg8iYgswORJRGQBJk8iIgsweRIRWYDJk4jIAkyeREQWYPIkIrIAkycRkQX+Hwx2eReaDeGVAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cost(C)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost: 4.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x700 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cost(C)\n",
    "# 1 vs 1. Sample\n",
    "a_hist = np.array([1.0,0,0,0,0])\n",
    "b_hist = np.array([0,0,0,0,1.0])\n",
    "ot_emd = ot.emd(a_hist, b_hist, C)\n",
    "ax = plt.subplot(132)\n",
    "im = plt.imshow(ot_emd)\n",
    "for i in range(n):\n",
    "    for j in range(n):\n",
    "        text = ax.text(j, i, '{0:g}'.format(ot_emd[i, j]),\n",
    "                       ha=\"center\", va=\"center\", color=\"w\")\n",
    "plt.title('Transport matrix')\n",
    "plt.xlabel('Histogram B')\n",
    "plt.ylabel('Histgram A')\n",
    "plt.tight_layout()\n",
    "# The cost would be how much you are transporting for each, multipled by the original cost matrix\n",
    "\n",
    "ax =plt.subplot(133)\n",
    "transport_cost_matrix = ot_emd * C\n",
    "plt.imshow(transport_cost_matrix, cmap='coolwarm')\n",
    "for i in range(n):\n",
    "    for j in range(n):\n",
    "        text = ax.text(j, i, '{0:g}'.format(transport_cost_matrix[i, j]),\n",
    "                       ha=\"center\", va=\"center\", color=\"w\")\n",
    "\n",
    "plt.title('Final Cost Matrix')\n",
    "print(f'Cost: {transport_cost_matrix.sum()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: Finding Optimal Number of Clusters\n",
    "After I got a solid understanding of how the EMD was computed, I tried to actually implement it with K-Means. However, I found that K-Means was really extremely slowly (~10 mins per iteration). I decided in the end to proceed with the standard Euclidean distance as a metric. My rationalization is that given enough clusters, we should still be able to represent the various cases relatively well. \n",
    "\n",
    "Below is a study of the optimal number of clusters we should be using. I used the `yellowbrick` Python Library, where they have helper functions to use the Elbow Method and calculate intercluster distances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31mnotebook controller is DISPOSED. \n",
      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
     ]
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31mnotebook controller is DISPOSED. \n",
      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
     ]
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31mnotebook controller is DISPOSED. \n",
      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
     ]
    }
   ],
   "source": [
    "def plot_equity_hist(equity_hist, player_cards=None, community_cards=None):\n",
    "\t\"\"\"Plot the equity histogram.\n",
    "\t\"\"\"\n",
    "\tplt.clf() # Clear Canvas\n",
    "\tplt.hist([i/len(equity_hist) for i in range(len(equity_hist))],[i/len(equity_hist) for i in range(len(equity_hist)+1)], weights=equity_hist)\n",
    "\tplt.ylabel(\"Probability Mass\")\n",
    "\tplt.xlabel(\"Equity Interval\")\n",
    "\tif player_cards:\n",
    "\t\tplayer_string = \"\\nPlayer Cards: \" + str(player_cards)\n",
    "\telse:\n",
    "\t\tplayer_string = \"\"\n",
    "\t\n",
    "\tif community_cards:\n",
    "\t\tcommunity_string = \"\\nCommunity Cards: \" + str(community_cards)\n",
    "\telse:\n",
    "\t\tcommunity_string = \"\"\n",
    "\n",
    "\tplt.title(\"Equity Distribution\" + player_string + community_string)\n",
    "\tplt.show(block=False) # to plot graphs consecutively quickly with non-blocking behavior\n",
    "\tplt.pause(0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import sys\n",
    "import joblib\n",
    "import os\n",
    "sys.path.append(\"../\")\n",
    "import numpy as np\n",
    "from abstraction import get_filenames, kmeans, kmeans_predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100000, 5)\n",
      "(100000, 5)\n",
      "(100000, 5)\n"
     ]
    }
   ],
   "source": [
    "stage = \"flop\"\n",
    "raw_dataset_filenames = get_filenames(f'../data/raw/{stage}')\n",
    "raw_dataset_filenames = sorted(raw_dataset_filenames)\n",
    "filename = raw_dataset_filenames[-1]\n",
    "flop_equity_distributions = np.load(f'../data/raw/{stage}/{filename}')\n",
    "stage = \"turn\"\n",
    "raw_dataset_filenames = get_filenames(f'../data/raw/{stage}')\n",
    "raw_dataset_filenames = sorted(raw_dataset_filenames)\n",
    "filename = raw_dataset_filenames[-1]\n",
    "turn_equity_distributions = np.load(f'../data/raw/{stage}/{filename}')\n",
    "stage = \"river\"\n",
    "raw_dataset_filenames = get_filenames(f'../data/raw/{stage}')\n",
    "raw_dataset_filenames = sorted(raw_dataset_filenames)\n",
    "filename = raw_dataset_filenames[-1]\n",
    "river_equity_distributions = np.load(f'../data/raw/{stage}/{filename}')\n",
    "print(flop_equity_distributions.shape)\n",
    "print(turn_equity_distributions.shape)\n",
    "print(river_equity_distributions.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Distortion Score Elbow for KMeans Clustering'}, xlabel='k', ylabel='distortion score'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "from yellowbrick.cluster import KElbowVisualizer\n",
    "\n",
    "# Generate synthetic dataset with 8 random clusters\n",
    "# # Instantiate the clustering model and visualizer\n",
    "model = KMeans(n_init=1)\n",
    "visualizer = KElbowVisualizer(model, k=[10, 25, 50, 100, 200, 500, 1000])\n",
    "visualizer.fit(flop_equity_distributions)        # Fit the data to the visualizer\n",
    "visualizer.show()        # Finalize and render the figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Distortion Score Elbow for KMeans Clustering'}, xlabel='k', ylabel='distortion score'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = KMeans(n_init=1)\n",
    "visualizer = KElbowVisualizer(model, k=[10, 25, 50, 100, 200, 500, 1000])\n",
    "visualizer.fit(turn_equity_distributions)        # Fit the data to the visualizer\n",
    "visualizer.show()        # Finalize and render the figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Distortion Score Elbow for KMeans Clustering'}, xlabel='k', ylabel='distortion score'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = KMeans(n_init=1)\n",
    "visualizer = KElbowVisualizer(model, k=[10, 25, 50, 100, 200, 500, 1000])\n",
    "visualizer.fit(river_equity_distributions)        # Fit the data to the visualizer\n",
    "visualizer.show()        # Finalize and render the figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'KMeans Intercluster Distance Map (via MDS)'}, xlabel='PC2', ylabel='PC1'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "from yellowbrick.cluster import InterclusterDistance\n",
    "\n",
    "# Generate synthetic dataset with 12 random clusters\n",
    "\n",
    "# Instantiate the clustering model and visualizer\n",
    "model = KMeans(100, n_init=1)\n",
    "visualizer = InterclusterDistance(model)\n",
    "\n",
    "visualizer.fit(turn_equity_distributions)        # Fit the data to the visualizer\n",
    "visualizer.show()        # Finalize and render the figure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I will proceed with 50 clusters for flop and turn, and 10 for river (river doesn't need equity distribution). It seems to be a good balance between speed and performance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
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